連合学習

Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07
データ管理システム
プライバシー評価
連合学習

Group privacy for personalized federated learning

Authors: Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi | Published: 2022-06-07 | Updated: 2022-09-04
プライバシー評価
ポイズニング
連合学習

Subject Membership Inference Attacks in Federated Learning

Authors: Anshuman Suri, Pallika Kanani, Virendra J. Marathe, Daniel W. Peterson | Published: 2022-06-07 | Updated: 2023-06-02
DFLに対する攻撃手法
メンバーシップ推論
連合学習

Performance Weighting for Robust Federated Learning Against Corrupted Sources

Authors: Dimitris Stripelis, Marcin Abram, Jose Luis Ambite | Published: 2022-05-02
データ汚染検出
ポイズニング
連合学習

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12
プライバシーリスク管理
プライバシー保護
連合学習

Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System

Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11
プライバシーリスク管理
ブロックチェーン技術
連合学習

Data privacy protection in microscopic image analysis for material data mining

Authors: Boyuan Ma, Xiang Yin, Xiaojuan Ban, Haiyou Huang, Neng Zhang, Hao Wang, Weihua Xue | Published: 2021-11-09
機械学習のプライバシー保護
連合学習

A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection

Authors: Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marius Portmann | Published: 2021-11-04
データセット評価
プライバシー保護
連合学習

Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis

Authors: Yi Liu, Yuanshao Zhu, James J. Q. Yu | Published: 2021-10-14
アルゴリズム設計
分散学習
連合学習

Infinitely Divisible Noise in the Low Privacy Regime

Authors: Rasmus Pagh, Nina Mesing Stausholm | Published: 2021-10-13 | Updated: 2022-03-07
データ生成
プライバシー侵害
連合学習